How the AI-Chip Race Is Reshaping Technology and Long-Term Innovation
12/4/2025
The accelerating AI-chip race is reshaping how technology companies build, deploy, and scale artificial intelligence workloads. In a recent Bloomberg Tech interview, ACM Wealth’s Dr. JoAnne Feeney discusses the strategic implications of Amazon Web Services’ Trainium3 chip and why the shift toward custom, cloud-optimized silicon matters. The segment highlights how demand for AI compute is growing rapidly, why specialized chips are gaining traction over general-purpose GPUs, and how domestic semiconductor manufacturing and supply-chains are becoming increasingly important to long-term innovation.
Watch On Bloomberg
Key Takeaways
The AI-chip race is accelerating — and custom chips are central. The video highlights Amazon Web Services (AWS)’s new Trainium3 as evidence that major cloud players are investing in in-house silicon to power next-generation AI workloads.
Domestic chip manufacturing and supply-chain are back in focus. The discussion underscores efforts to expand chipmaking in the U.S., signaling a push toward reducing dependence on overseas supply chains for critical AI infrastructure.
Infrastructure upgrades could reshape the economics of AI. Trainium3 — and the infrastructure backing it — may alter cost, scalability, and access for large-scale AI training, given AWS’s backing and deployment capabilities.
AI compute is becoming a broader ecosystem play, not just a hardware arms race. The move suggests that AI’s future depends not only on algorithms or models, but on having adaptable infrastructure — including custom chips, manufacturing, and cloud deployment — capable of supporting varied AI workloads.
Advisors Capital Management, LLC is an investment advisor registered with the United States Securities and Exchange Commission. Registration does not imply any degree of skill or training. All investing carries risk, including the potential for the loss of principal and past performance is no guarantee of future results. This content is for informational purposes only, can change at any time without notice, and is not investment advice or a recommendation to trade any security. Indices are not available for direct investment. We only provide services in jurisdictions where we are registered. Our disclosure brochure (ADV Part 2A) and customer relationship summary (ADV Part 3) are available at https://adviserinfo.sec.gov and upon request.
